yield return versus return select

Which are the advantages/drawbacks of both approaches?

return items.Select(item => DoSomething(item));

versus

foreach(var item in items)
{
    yield return DoSomething(item);
}

EDIT As they are MSIL roughly equivalent, which one you find more readable?